{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {},
   "outputs": [],
   "source": [
    "import pandas as pd\n",
    "import numpy as np\n",
    "from sklearn.cluster import DBSCAN, KMeans\n",
    "from sklearn.feature_extraction.text import CountVectorizer\n",
    "from sklearn.decomposition import LatentDirichletAllocation, PCA\n",
    "from sklearn.preprocessing import StandardScaler\n",
    "import nltk\n",
    "#nltk.download('stopwords')\n",
    "from nltk.corpus import stopwords\n",
    "from nltk.tokenize import word_tokenize\n",
    "from nltk.stem.snowball import SnowballStemmer\n",
    "import pymorphy2\n",
    "import matplotlib.pyplot as plt\n",
    "import seaborn as sns\n",
    "import re"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>x</th>\n",
       "      <th>y</th>\n",
       "      <th>comment_class</th>\n",
       "      <th>multiplier</th>\n",
       "      <th>comment</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>37.612416</td>\n",
       "      <td>55.777454</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>Во все разделы правил землепользования и застр...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>37.612416</td>\n",
       "      <td>55.777454</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>На основании вступившего в законную силу судеб...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>37.603298</td>\n",
       "      <td>55.742108</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>Внести в Проект правил землепользования и заст...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>37.558526</td>\n",
       "      <td>55.728758</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>Учитывая социальную значимость проекта строите...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>37.566431</td>\n",
       "      <td>55.731794</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>Учитывая социальную значимость проекта строите...</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "           x          y  comment_class  multiplier  \\\n",
       "0  37.612416  55.777454              0           1   \n",
       "1  37.612416  55.777454              0           1   \n",
       "2  37.603298  55.742108              0           1   \n",
       "3  37.558526  55.728758              0           1   \n",
       "4  37.566431  55.731794              0           1   \n",
       "\n",
       "                                             comment  \n",
       "0  Во все разделы правил землепользования и застр...  \n",
       "1  На основании вступившего в законную силу судеб...  \n",
       "2  Внести в Проект правил землепользования и заст...  \n",
       "3  Учитывая социальную значимость проекта строите...  \n",
       "4  Учитывая социальную значимость проекта строите...  "
      ]
     },
     "execution_count": 2,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df_geo = pd.read_excel('geo_comment.xlsx', usecols=range(1,6))\n",
    "df_geo.comment_class = df_geo.comment_class.replace(-1, 0)\n",
    "# Количество строк больше 60 000 может привести к зависанию компьютера во время обучения\n",
    "# моделей из-за окончания оперативной памяти\n",
    "df_geo = df_geo[:60000]\n",
    "df_geo[:5]"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Посмотрим каких классов комментариев больше"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "sns.countplot(x='comment_class', data=df_geo)\n",
    "plt.title('Диаграмма распределения типов комментариев')\n",
    "plt.xlabel('Класс комментария')\n",
    "plt.ylabel('Число комментариев')\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Как видно из графика, голосующих против примерно в пять раз больше. Построим точечную диаграмму с координатами проголосовавших людей и подкрасим цветом распределение голосов ЗА и ПРОТИВ"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 1296x720 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.figure(figsize=[18,10])\n",
    "plt.scatter(df_geo[df_geo.comment_class == 0].x, \n",
    "            df_geo[df_geo.comment_class == 0].y, marker='s', label='Против')\n",
    "plt.scatter(df_geo.x[df_geo.comment_class == 1], \n",
    "            df_geo[df_geo.comment_class == 1].y, marker='o', label='За')\n",
    "plt.title('Результаты голосования по районом города')\n",
    "plt.xlabel('Координата Х')\n",
    "plt.ylabel('Координата У')\n",
    "plt.legend()\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Как видно из графика в целом люди голосуют против, но есть отдельные районы с большинством голосов ЗА.\n",
    "\n",
    "Проверим оптимальное количество кластеров для K-Means методом локтя."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 1296x360 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "inertia = []\n",
    "clusters_range = range(1, 30)\n",
    "for n_clusters in clusters_range:\n",
    "    kmeans = KMeans(n_clusters=n_clusters)\n",
    "    kmeans.fit(df_geo[['x', 'y']])\n",
    "    inertia.append(kmeans.inertia_)\n",
    "\n",
    "plt.figure(figsize=[18,5])\n",
    "plt.plot(clusters_range, inertia)\n",
    "plt.scatter(clusters_range, inertia, c='red')\n",
    "plt.xticks(clusters_range)\n",
    "plt.title('График изменения инерции от количества кластеров')\n",
    "plt.ylabel('Инерция (SSE)')\n",
    "plt.xlabel('Кол-во кластеров')\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Как видно из графика оптимальное значение кластеров - 3 или 4. После увеличения количества кластеров больше 4 ошибка SSE меняется уже незначительно, кластеры становится все больше друг на друга похожи.\n",
    "\n",
    "Для нашей задачи больше подхоит алгоритм DBSCAN, который позволяет сделать кластеризацию по определенной плотности точек.\n",
    "\n",
    "Но тем не менее попробуем разбить даныне на 4 кластера с помощью K-Means"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 1080x720 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "kmeans = KMeans(n_clusters=4)\n",
    "kmeans_predict = kmeans.fit_predict(df_geo[['x', 'y']])\n",
    "plt.figure(figsize=[15,10])\n",
    "plt.scatter(df_geo.x, df_geo.y, c=kmeans_predict)\n",
    "plt.title('Распределение голосующих на 4 района')\n",
    "plt.xlabel('Координата Х')\n",
    "plt.ylabel('Координата У')\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Не смотря на то, что метод локтя показал 4 оптимальных кластера, такие разбиение не похоже на реальное. Разница в расстояниях между людьми примерно 20-40 киллометров. Более логично разбивать людей на группы в радиусе 3-4 километров, что может соответствовать определенному району города.\n",
    "\n",
    "Попробуем разбить данные на 10 районов."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 1080x720 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "kmeans = KMeans(n_clusters=20)\n",
    "kmeans_predict = kmeans.fit_predict(df_geo[['x', 'y']])\n",
    "plt.figure(figsize=[15,10])\n",
    "plt.scatter(df_geo.x, df_geo.y, c=kmeans_predict)\n",
    "plt.title('Распределение голосующих на 10 районов')\n",
    "plt.xlabel('Координата Х')\n",
    "plt.ylabel('Координата У')\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Теперь разбиение стало более логичным.\n",
    "\n",
    "Попробуем кластеризовать даныне с помощью DBSCAN. Будем использовать оценку haversine для расчета расстояния между двумя точками на сфере."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Количество районов: 47\n",
      "\n",
      "Кол-во выбросов: 1870 из 60000\n",
      "\n",
      "Топ-10 районов с максимальным кол-вом голосовавших жителей:\n",
      "Кластер 1: 12461\n",
      "Кластер 12: 7337\n",
      "Кластер 19: 6658\n",
      "Кластер 0: 6250\n",
      "Кластер 7: 3537\n",
      "Кластер 23: 3531\n",
      "Кластер 20: 2605\n",
      "Кластер 2: 1912\n",
      "Кластер 25: 1613\n",
      "Кластер 14: 1410\n",
      "\n",
      "Кол-во кластеров с менее чем 100 жителями: 11\n"
     ]
    },
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 1296x720 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "coords = np.matrix(df_geo[['x', 'y']])\n",
    "\n",
    "# Рассчитываем epsilon как расстояние между людьми в 1 км.                \n",
    "kms_per_radian = 6371.0088\n",
    "epsilon = 1 / kms_per_radian\n",
    "\n",
    "# Берем метрику haversine, которая используется для расчета\n",
    "# расстояний геокоординат. В радиусе 1 киллометра должно быть 50 человек\n",
    "dbscan = DBSCAN(eps=epsilon, min_samples=50, algorithm='ball_tree', \n",
    "                metric='haversine')\n",
    "# Метрика haversine требует координаты в радианах\n",
    "dbscan_predict = dbscan.fit_predict(np.radians(coords))\n",
    "\n",
    "# Находим количество людей в каждом кластере без выбросов\n",
    "predict_bin_count = np.bincount(dbscan_predict[dbscan_predict != -1])\n",
    "# Количество найденных кластеров\n",
    "clusters_count = len(predict_bin_count)\n",
    "\n",
    "# Отсортированный список кортежей в формате \n",
    "# (номер кластера, количество жителей)\n",
    "clusters_size_sorted = sorted(zip(range(clusters_count), predict_bin_count), \n",
    "                              key=lambda x: x[1], reverse=True)\n",
    "\n",
    "# Текстовый список с 10 самыми большими кластерами для выврда на экран\n",
    "cluster_top_10 = [f'Кластер {r_num}: {cluster_count}' \n",
    "                  for r_num, cluster_count in clusters_size_sorted][:10]\n",
    "\n",
    "# Кол-во выбросов\n",
    "outliers = len(dbscan_predict[dbscan_predict == -1])\n",
    "\n",
    "print(f'Количество районов: {clusters_count}')\n",
    "print(f'\\nКол-во выбросов: {outliers} из {len(df_geo)}')\n",
    "print('\\nТоп-10 районов с максимальным кол-вом голосовавших жителей:\\n', \n",
    "      \"\\n\".join(cluster_top_10), sep='')\n",
    "\n",
    "filter_cluster_size = 100\n",
    "print(f'\\nКол-во кластеров с менее чем {filter_cluster_size} жителями:', len([cluster_size \n",
    "                                                                              for cluster_size in predict_bin_count \n",
    "                                                                              if cluster_size < filter_cluster_size]))\n",
    "plt.figure(figsize=[18,10])\n",
    "plt.scatter(df_geo[dbscan_predict != -1].x, df_geo[dbscan_predict != -1].y, \n",
    "            c=dbscan_predict[dbscan_predict != -1])\n",
    "plt.title('Районы города в координатах')\n",
    "plt.xlabel('Координата Х')\n",
    "plt.ylabel('Координата У')\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "В итоге мы получили 47 кластера, при этом 1 870 из 60 000 человек мы не смогли кластеризовать в виду различной плотности разных участков данных. Если искать по 1 человеку на определенном расстоянии, то у нас получится слоишком много кластеров (несколько сотен) с количеством жителей менее 10 человек на кластер. Подобрать значения не приводящие к выбросам очень тяжело.\n",
    "\n",
    "Теперь покажем на графиках 4 самых больших кластера. "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 936x720 with 4 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "f, axarr = plt.subplots(2,2, figsize=(13,10))\n",
    "for cluster, ax_plot in zip(clusters_size_sorted, axarr.flatten()):\n",
    "    ax_plot.scatter(df_geo.x, df_geo.y, c=np.where(dbscan_predict == cluster[0], 1, 0))\n",
    "    ax_plot.set_title(f'Кластер {cluster[0]}, человек {cluster[1]}')\n",
    "    ax_plot.set_xlabel('Координата Х')\n",
    "    ax_plot.set_ylabel('Координата Y')"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Теперь попробуем определить тематику сообщений жителей с помощью латентного размещения Дирихле."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "metadata": {},
   "outputs": [],
   "source": [
    "class TextPreprocessing:\n",
    "    \"\"\" Предобработка текста\n",
    "    \"\"\"\n",
    "    \n",
    "    def __init__(self):\n",
    "        \n",
    "        self._morph = pymorphy2.MorphAnalyzer()\n",
    "        self._snowball = SnowballStemmer(language=\"russian\")\n",
    "        \n",
    "    def start(self, text, stopwords=None, mode=None):\n",
    "        \"\"\" Делает стемминг или лемматизацию текста на русском языке\n",
    "        Входные параметры\n",
    "        -----------------\n",
    "        text : str\n",
    "          Текст на русском языке\n",
    "        stopwords : list\n",
    "          Список стоп-слов\n",
    "        mode : str\n",
    "          Режим работы. Принимает значение stem или lemm.\n",
    "          None - не применяется стеминг/лемматизация\n",
    "          lemm - к словам применяется лемматизация\n",
    "          stem - к словам применяется стеминг\n",
    "\n",
    "        Результат\n",
    "        ---------\n",
    "        text : str\n",
    "          Текст с отфильтрованными словами с примененным стеммингом или леммтизацией\n",
    "        \"\"\"\n",
    "\n",
    "        if mode:\n",
    "            mode = mode.lower().strip()\n",
    "\n",
    "        if mode not in ('stem', 'lemm', None):\n",
    "            raise ValueError('Параметр mode должен принимать значение stem, lemm или None')\n",
    "\n",
    "        if not stopwords:\n",
    "            stopwords = []\n",
    "\n",
    "        text = text.lower()\n",
    "        text = re.sub(r'[^А-Яа-яёЁ ]', '', text)\n",
    "        word_tokens = word_tokenize(text, language='russian')\n",
    "        \n",
    "        # список результирующих слов для текста\n",
    "        word_result = []\n",
    "\n",
    "        for word in word_tokens:\n",
    "\n",
    "            if word in stopwords:\n",
    "                continue\n",
    "\n",
    "            if mode == 'lemm':\n",
    "                lem_result = self._morph.parse(word)\n",
    "                if len(lem_result) > 0:\n",
    "                    word_result.append(lem_result[0].normal_form)            \n",
    "            elif mode == 'stem':\n",
    "                word_result.append(self._snowball.stem(word)) \n",
    "            else:\n",
    "                word_result.append(word)\n",
    "\n",
    "        return ' '.join(word_result)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>x</th>\n",
       "      <th>y</th>\n",
       "      <th>comment_class</th>\n",
       "      <th>multiplier</th>\n",
       "      <th>comment</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>37.612416</td>\n",
       "      <td>55.777454</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>раздел правило землепользование застройка гмос...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>37.612416</td>\n",
       "      <td>55.777454</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>основание вступить законный сила судебный реше...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>37.603298</td>\n",
       "      <td>55.742108</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>внести проект правило землепользование застрой...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>37.558526</td>\n",
       "      <td>55.728758</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>учитывать социальный значимость проект строите...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>37.566431</td>\n",
       "      <td>55.731794</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>учитывать социальный значимость проект строите...</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "           x          y  comment_class  multiplier  \\\n",
       "0  37.612416  55.777454              0           1   \n",
       "1  37.612416  55.777454              0           1   \n",
       "2  37.603298  55.742108              0           1   \n",
       "3  37.558526  55.728758              0           1   \n",
       "4  37.566431  55.731794              0           1   \n",
       "\n",
       "                                             comment  \n",
       "0  раздел правило землепользование застройка гмос...  \n",
       "1  основание вступить законный сила судебный реше...  \n",
       "2  внести проект правило землепользование застрой...  \n",
       "3  учитывать социальный значимость проект строите...  \n",
       "4  учитывать социальный значимость проект строите...  "
      ]
     },
     "execution_count": 11,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "#text_prep = TextPreprocessing()\n",
    "#russian_stopwords = stopwords.words('russian')\n",
    "#df_geo.comment = df_geo.comment.apply(text_prep.start, stopwords=russian_stopwords, mode='lemm')\n",
    "\n",
    "# Операция лемматизации идет 100 минут, поэтому загрузим уже предсохраненный лематизированный файл\n",
    "df_geo_lemm = pd.read_excel('geo_comment_lemmatize.xlsx')\n",
    "df_geo_lemm[:5]"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Попробуем обучить модель для 5000 тысяч слов. С помощью max_df = 0.1 говорим модели учитывать только те термы, которые встречаются не в более чем в 10% документов."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "metadata": {},
   "outputs": [],
   "source": [
    "count = CountVectorizer(max_df=.1, max_features=5000)\n",
    "X = count.fit_transform(df_geo_lemm.comment.values)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Попробуем выделить 5 тем из наших данных."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "metadata": {},
   "outputs": [],
   "source": [
    "lda = LatentDirichletAllocation(n_components=5, random_state=42, learning_method='batch')\n",
    "X_topics = lda.fit_transform(X)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Выведем 15 самых популярных слов для каждой из пяти тем и попробуем по словам сформулировать тематики."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 14,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Тема 1\n",
      "максимально кладбище основной метро станция отправить соответственно противоречащий уплотнительный условноразрешить здоровье расстояние полоса фактический сп\n",
      "\n",
      "Тема 2\n",
      "северозападный третий кольцо корпус уля отправить предложениятребовать неиспользуемый доработковать гостиница нужный уходить поддержать улучшить разместиться\n",
      "\n",
      "Тема 3\n",
      "классификатор статья местный кадастр самоуправление населить нужда раздел случай область вопрос подлежать программа произвольно индекс\n",
      "\n",
      "Тема 4\n",
      "вернуть группа парковочный противоречие снести направление течение исключить ой стр тысквмга строить самостоятельно посредством разъяснение\n",
      "\n",
      "Тема 5\n",
      "квм стр парк квмга тыс лосиный школа привести национальный проектный постройка переулок жильё немой разрабатывать\n",
      "\n"
     ]
    }
   ],
   "source": [
    "n_top_words = 15\n",
    "feature_names = count.get_feature_names()\n",
    "for topic_idx, topic in enumerate(lda.components_):\n",
    "    print(f'Тема {topic_idx+1}')\n",
    "    print(\" \".join([feature_names[i] for i in topic.argsort()[:-n_top_words-1:-1]]) + '\\n')"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Без понимания предметной области тяжело сформулировать темы по самым популярным словам. \n",
    "Выведем 5 сообщений по тематике №5"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 15,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Тема 5, метка 0. Cообщение 1:\n",
      "\n",
      "Мы, жители города Москвы, поддерживаем принятие правил землепользования и застройки (ПЗЗ), которые позволят регулировать градостроительную деятельность в интересах горожан, а также учесть потребности жителей в комплексном благоустройстве территории и объектах торгово-бытовой и социальной инфраструктуры.В рамках рассматриваемого проекта ПЗЗ для участков заброшенной промышленной (не функционирующей) зоны с кадастровыми номерами 77:08:0005010:1002, 77:08:0005010:18 (адрес: г. Москва, Волоколамское ...\n",
      "\n",
      "Тема 5, метка 0. Cообщение 2:\n",
      "\n",
      "Мы, жители города Москвы, поддерживаем принятие правил землепользования и застройки (ПЗЗ), которые позволят регулировать градостроительную деятельность в интересах горожан, а также учесть потребности жителей в комплексном благоустройстве территории и объектах торгово-бытовой и социальной инфраструктуры.В рамках рассматриваемого проекта ПЗЗ для участков заброшенной промышленной (не функционирующей) зоны с кадастровыми номерами 77:08:0005010:1002, 77:08:0005010:18 (адрес: г. Москва, Волоколамское ...\n",
      "\n",
      "Тема 5, метка 0. Cообщение 3:\n",
      "\n",
      "Мы, жители города Москвы, поддерживаем принятие правил землепользования и застройки (ПЗЗ), которые позволят регулировать градостроительную деятельность в интересах горожан, а также учесть потребности жителей в комплексном благоустройстве территории и объектах торгово-бытовой и социальной инфраструктуры.В рамках рассматриваемого проекта ПЗЗ для участков заброшенной промышленной (не функционирующей) зоны с кадастровыми номерами 77:08:0005010:1002, 77:08:0005010:18 (адрес: г. Москва, Волоколамское ...\n",
      "\n",
      "Тема 5, метка 0. Cообщение 4:\n",
      "\n",
      "Мы, жители города Москвы, поддерживаем принятие правил землепользования и застройки (ПЗЗ), которые позволят регулировать градостроительную деятельность в интересах горожан, а также учесть потребности жителей в комплексном благоустройстве территории и объектах торгово-бытовой и социальной инфраструктуры.В рамках рассматриваемого проекта ПЗЗ для участков заброшенной промышленной (не функционирующей) зоны с кадастровыми номерами 77:08:0005010:1002, 77:08:0005010:18 (адрес: г. Москва, Волоколамское ...\n",
      "\n",
      "Тема 5, метка 0. Cообщение 5:\n",
      "\n",
      "Мы, жители города Москвы, поддерживаем принятие правил землепользования и застройки (ПЗЗ), которые позволят регулировать градостроительную деятельность в интересах горожан, а также учесть потребности жителей в комплексном благоустройстве территории и объектах торгово-бытовой и социальной инфраструктуры.В рамках рассматриваемого проекта ПЗЗ для участков заброшенной промышленной (не функционирующей) зоны с кадастровыми номерами 77:08:0005010:1002, 77:08:0005010:18 (адрес: г. Москва, Волоколамское ...\n",
      "\n"
     ]
    }
   ],
   "source": [
    "topic_number = 5\n",
    "message_numbers = 5\n",
    "for topic_idx, i in enumerate(X_topics[:, topic_number-1].argsort()[::-1][:message_numbers], 1):\n",
    "    print(f'Тема {topic_number}, метка {df_geo.iloc[i].comment_class}. Cообщение {topic_idx}:\\n')\n",
    "    print(df_geo.iloc[i].comment[:500] + '...\\n')"
   ]
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.8.5"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 4
}
